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为高效的新型生物合成途径设计编纂一套全面的酶反应规则。

Curating a comprehensive set of enzymatic reaction rules for efficient novel biosynthetic pathway design.

机构信息

Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA.

Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA.

出版信息

Metab Eng. 2021 May;65:79-87. doi: 10.1016/j.ymben.2021.02.006. Epub 2021 Mar 1.

Abstract

Enzyme substrate promiscuity has significant implications for metabolic engineering. The ability to predict the space of possible enzymatic side reactions is crucial for elucidating underground metabolic networks in microorganisms, as well as harnessing novel biosynthetic capabilities of enzymes to produce desired chemicals. Reaction rule-based cheminformatics platforms have been implemented to computationally enumerate possible promiscuous reactions, relying on existing knowledge of enzymatic transformations to inform novel reactions. However, past versions of curated reaction rules have been limited by a lack of comprehensiveness in representing all possible transformations, as well as the need to prune rules to enhance computational efficiency in pathway expansion. To this end, we curated a set of 1224 most generalized reaction rules, automatically abstracted from atom-mapped MetaCyc reactions and verified to uniquely cover all common enzymatic transformations. We developed a framework to systematically identify and correct redundancies and errors in the curation process, resulting in a minimal, yet comprehensive, rule set. These reaction rules were capable of reproducing more than 85% of all reactions in the KEGG and BRENDA databases, for which a large fraction of reactions is not present in MetaCyc. Our rules exceed all previously published rule sets for which reproduction was possible in this coverage analysis, which allows for the exploration of a larger space of known enzymatic transformations. By leveraging the entire knowledge of possible metabolic reactions through generalized enzymatic reaction rules, we are able to better utilize underground metabolic pathways and accelerate novel biosynthetic pathway design to enable bioproduction towards a wider range of new molecules.

摘要

酶底物的多功能性对代谢工程具有重要意义。预测可能的酶侧反应空间的能力对于阐明微生物中的地下代谢网络以及利用酶的新型生物合成能力生产所需的化学物质至关重要。基于反应规则的化学信息学平台已被用于计算枚举可能的多功能反应,依赖于酶转化的现有知识来推断新的反应。然而,过去版本的精心整理的反应规则受到代表性所有可能转化的全面性的限制,以及需要修剪规则以提高途径扩展的计算效率。为此,我们整理了一套 1224 条最通用的反应规则,这些规则是从原子映射的 MetaCyc 反应中自动抽象出来的,并经过验证可以唯一涵盖所有常见的酶转化。我们开发了一种框架,用于系统地识别和纠正整理过程中的冗余和错误,从而得到一个最小但全面的规则集。这些反应规则能够再现 KEGG 和 BRENDA 数据库中超过 85%的所有反应,其中很大一部分反应在 MetaCyc 中不存在。我们的规则超过了之前所有可在该覆盖范围分析中再现的已发布规则集,这允许探索更大的已知酶转化空间。通过利用广义酶反应规则来获取所有可能代谢反应的知识,我们能够更好地利用地下代谢途径,并加速新型生物合成途径的设计,以实现更广泛的新型分子的生物生产。

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